Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
<JATS1:p>Addressing the issue from three perspectives: the student, the teacher, and also the parent or family member, this work provides background information, advice and resources about the causes and nature of school bullying along with strategies to address the behavior successfully. It utilizes both qualitative and quantitative evidence illustrating the impact bullying has upon the lives of families, students, and teachers. It provides case examples of the experiences of individual students, teachers, and parents. It concludes with a summary of key points and considerations in the development of interventions that tackle this varied form of behavior in school.</JATS1:p> <JATS1:p>Bullying: A Handbook for Educators and Parentsoffers a comprehensive exploration of the bullying within public schools, drawing upon research conducted in the United States, United Kingdom, Scandinavia, and Canada. It offers insights into the immediate and long-term impact bullying can have upon the lives of students, their families, and teachers. It offers parents useful tips for working proactively with school administrators to resolve bullying issues, and it provides teachers with materials that facilitate a better understanding of the social dynamics of the classroom, hallways, and playground. In addition, the handbook offers administrators a quick, no-nonsense guide to recent state and federal statutes, directives, and legislation relating to bullying and antisocial behavior in grades K-12.</JATS1:p> <JATS1:p>The book is divided into four sections providing a review of research on bullying behavior and an understanding of the dynamics of the classroom through the media of sexual bullying, homophobic bullying, and the challenges faced by parents of students who have special needs. Guidance is offered on the immediate and long-term effects of bullying and ways in which parents can engage proactively with schools to ensure that their child is supported in finding a way out. Finally, the authors ask key questions that parents and educators should consider when working to stop bullying in schools.</JATS1:p>
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it